AI Visibility Scorecard
Mario Laflamme Contracting & Renovation Ltd
mlcrl.com · Home & Living
Borderline visible. AI bots can crawl Mario Laflamme Contracting & Renovation Ltd, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
#41,712 of 1,375,991 in Home & Living for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 96% of Home & Living companies
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About Mario Laflamme Contracting & Renovation Ltd
from our crawl and measurement
Mario Laflamme Contracting & Renovation Ltd works in Home & Living. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page it is passable on a workable page structure, a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is sitemaps and entity links AI can follow and structured data describing the business.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, Mario Laflamme Contracting & Renovation Ltd is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Mario Laflamme Contracting & Renovation Ltd
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on July 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlcrl
Cite this score: Engagemii (2026). "AEO Score for Mario Laflamme Contracting & Renovation Ltd." Retrieved from https://engagemii.com/aeo/brands/mlcrl
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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